B-cos GNNs: Faithful Explanations through Dynamic Linearity

Joschka Groß, Mohammad Shaique Solanki, Verena Wolf

We introduce B-cos GNNs, an inherently explainable class of graph neural networks whose predictions decompose exactly into per-node, per-feature contributions via a single input-de…